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HTML
CSS
Python
PHP
MySQL
Linux
Javascript
Shobha
The best way to predict the future is to invent it
What is the role of unsupervised learning in anomaly detection?
RELATED INTERVIEW QUESTIONS
Explain the concept of bias-variance tradeoff in machine learning.
What are the advantages of using convolutional neural networks (CNN) in image analytics?
How do you handle multivariate time series data for forecasting?
How do you measure the generalization error of a machine learning model?
How do you handle categorical data in machine learning models?
How do you deal with skewed data in regression models?
Explain the concept of feature importance in models like Random Forest or Gradient Boosting. How do you assess and interpret feature impor
What is the confusion matrix, and how does it help evaluate classification models?
Explain the concept of ensemble learning and its applications in classification and regression problems.
How do you implement supervised learning for predictive modeling in healthcare analytics?
How do you perform outlier detection in data analytics?
What is hyperparameter tuning, and why is it essential for model optimization? How do you perform hyperparameter tuning effectively?
What is linear programming, and how does it relate to data optimization problems?
Explain how you would approach feature engineering for a time-series dataset.
How do you evaluate the performance of clustering algorithms, and what metrics would you use?
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